{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "!pip install -q paddlehub==1.6.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import paddlehub as hub\n",
    "from random import randrange\n",
    "import math\n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt \n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "def get_random_color():\n",
    "    return randrange(0, 255, 1), randrange(10, 255, 1), randrange(10, 255, 1)\n",
    "\n",
    "\n",
    "LABELS = ['chin', 'left_eyebrow', 'right_eyebrow', 'nose_bridge',\n",
    "          'nose_tip', 'left_eye', 'right_eye', 'top_lip', 'bottom_lip']\n",
    "COLORS = [get_random_color() for _ in LABELS]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_landmarks(img):\n",
    "    module = hub.Module(name=\"face_landmark_localization\")\n",
    "    result = module.keypoint_detection(images=[img])\n",
    "    landmarks = result[0]['data'][0]\n",
    "    return landmarks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_face_rectangle(img):\n",
    "    face_detector = hub.Module(name=\"ultra_light_fast_generic_face_detector_1mb_320\")\n",
    "    result = face_detector.face_detection(images=[img])\n",
    "    x1 = int(result[0]['data'][0]['left'])\n",
    "    y1 = int(result[0]['data'][0]['top'])\n",
    "    x2 = int(result[0]['data'][0]['right'])\n",
    "    y2 = int(result[0]['data'][0]['bottom'])\n",
    "    return x1, y1, x2 - x1, y2 - y1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def face_landmarks(face_image, location_of_face=None):\r\n",
    "    landmarks = get_landmarks(face_image)\r\n",
    "    landmarks_as_tuples = [[(int(p[0]), int(p[1])) for p in landmarks]]\r\n",
    "    return [{\r\n",
    "        \"chin\": points[0:17],\r\n",
    "        \"left_eyebrow\": points[17:22],\r\n",
    "        \"right_eyebrow\": points[22:27],\r\n",
    "        \"nose_bridge\": points[27:31],\r\n",
    "        \"nose_tip\": points[31:36],\r\n",
    "        \"left_eye\": points[36:42],\r\n",
    "        \"right_eye\": points[42:48],\r\n",
    "        \"top_lip\": points[48:55] + [points[64]] + [points[63]] + [points[62]] + [points[61]] + [points[60]],\r\n",
    "        \"bottom_lip\": points[54:60] + [points[48]] + [points[60]] +\r\n",
    "                      [points[67]] + [points[66]] + [points[65]] + [points[64]]\r\n",
    "    } for points in landmarks_as_tuples]\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def calculate_angle(point1, point2):\n",
    "    x1, x2, y1, y2 = point1[0], point2[0], point1[1], point2[1]\n",
    "    return 180 / math.pi * math.atan((float(y2 - y1)) / (x2 - x1))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def rotate_bound(image, angle):\r\n",
    "    (h, w) = image.shape[:2]\r\n",
    "    (cX, cY) = (w / 2, h / 2)\r\n",
    "\r\n",
    "    M = cv2.getRotationMatrix2D((cX, cY), -angle, 1.0)\r\n",
    "    cos = np.abs(M[0, 0])\r\n",
    "    sin = np.abs(M[0, 1])\r\n",
    "\r\n",
    "    nW = int((h * sin) + (w * cos))\r\n",
    "    nH = int((h * cos) + (w * sin))\r\n",
    "\r\n",
    "    M[0, 2] += (nW / 2) - cX\r\n",
    "    M[1, 2] += (nH / 2) - cY\r\n",
    "\r\n",
    "    return cv2.warpAffine(image, M, (nW, nH)), M\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "def overlay_transparent(background_img, img_to_overlay_t, x, y, overlay_size=None):\n",
    "    bg_img = background_img.copy()\n",
    "    # convert 3 channels to 4 channels\n",
    "    if bg_img.shape[2] == 3:\n",
    "        bg_img = cv2.cvtColor(bg_img, cv2.COLOR_BGR2BGRA)\n",
    "\n",
    "    if overlay_size is not None:\n",
    "        img_to_overlay_t = cv2.resize(img_to_overlay_t.copy(), overlay_size)\n",
    "\n",
    "    b, g, r, a = cv2.split(img_to_overlay_t)\n",
    "\n",
    "    mask = cv2.medianBlur(a, 5)\n",
    "\n",
    "    h, w, _ = img_to_overlay_t.shape\n",
    "    roi = bg_img[int(y - h / 2):int(y + h / 2), int(x - w / 2):int(x + w / 2)]\n",
    "\n",
    "    img1_bg = cv2.bitwise_and(roi.copy(), roi.copy(), mask=cv2.bitwise_not(mask))\n",
    "    img2_fg = cv2.bitwise_and(img_to_overlay_t, img_to_overlay_t, mask=mask)\n",
    "\n",
    "    bg_img[int(y - h / 2):int(y + h / 2), int(x - w / 2):int(x + w / 2)] = cv2.add(img1_bg, img2_fg)\n",
    "\n",
    "    # convert 4 channels to 3 channels\n",
    "    bg_img = cv2.cvtColor(bg_img, cv2.COLOR_BGRA2BGR)\n",
    "\n",
    "    return bg_img\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from math import degrees, atan2\n",
    "\n",
    "def angle_between(p1, p2):\n",
    "    x_diff = p2[0] - p1[0]\n",
    "    y_diff = p2[1] - p1[1]\n",
    "    return degrees(atan2(y_diff, x_diff))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_eye_center_point(landmarks, idx1, idx2):\n",
    "    center_x = (landmarks[idx1][0] + landmarks[idx2][0]) // 2\n",
    "    center_y = (landmarks[idx1][1] + landmarks[idx2][1]) // 2\n",
    "    return (center_x, center_y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[2020-05-03 09:12:07,221] [    INFO] - Installing face_landmark_localization module\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading face_landmark_localization\n",
      "[==================================================] 100.00%\n",
      "Uncompress /home/aistudio/.paddlehub/tmp/tmpfyzu83u2/face_landmark_localization\n",
      "[==================================================] 100.00%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[2020-05-03 09:12:10,042] [    INFO] - Successfully installed face_landmark_localization-1.0.2\u001b[0m\n",
      "\u001b[32m[2020-05-03 09:12:10,130] [    INFO] - Installing ultra_light_fast_generic_face_detector_1mb_640 module\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading ultra_light_fast_generic_face_detector_1mb_640\n",
      "[==================================================] 100.00%\n",
      "Uncompress /home/aistudio/.paddlehub/tmp/tmpthetk9db/ultra_light_fast_generic_face_detector_1mb_640\n",
      "[==================================================] 100.00%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[2020-05-03 09:12:10,540] [    INFO] - Successfully installed ultra_light_fast_generic_face_detector_1mb_640-1.1.2\u001b[0m\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "src_img = cv2.imread('test.jpg')\r\n",
    "\r\n",
    "module = hub.Module(name=\"face_landmark_localization\")\r\n",
    "result = module.keypoint_detection(images=[src_img])\r\n",
    "# module = hub.Module(name=\"pyramidbox_face_detection\")\r\n",
    "# result = module.face_detection(images=[src_img])\r\n",
    "tmp_img = src_img.copy()\r\n",
    "for index, point in enumerate(result[0]['data'][0]):\r\n",
    "\t# print(point)\r\n",
    "    if (index >17 and index<27) or (index>=36 and index<48):\r\n",
    "        continue\r\n",
    "\t# cv2.putText(img, str(index), (int(point[0]), int(point[1])), cv2.FONT_HERSHEY_COMPLEX, 3, (0,0,255), -1)\r\n",
    "    cv2.circle(tmp_img, (int(point[0]), int(point[1])), 2, (0, 0, 255), -1)\r\n",
    "\r\n",
    "res_img_path = 'face_landmark.jpg'\r\n",
    "cv2.imwrite(res_img_path, tmp_img)\r\n",
    "\r\n",
    "img = mpimg.imread(res_img_path) \r\n",
    "# 展示预测68个关键点结果\r\n",
    "plt.figure(figsize=(10,10))\r\n",
    "plt.imshow(img) \r\n",
    "plt.axis('off') \r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "68"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(result[0]['data'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_center_point(landmarks, idx1, idx2):\r\n",
    "    center_x = (landmarks[idx1][0] + landmarks[idx2][0]) // 2\r\n",
    "    center_y = (landmarks[idx1][1] + landmarks[idx2][1]) // 2\r\n",
    "    return (center_x, center_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(481.0, 600.0)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chin=get_center_point(result[0]['data'][0],27,36)\r\n",
    "chin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[591.6357421875, 1012.6365966796875]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result[0]['data'][0][9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[639.839111328125, 985.5422973632812]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result[0]['data'][0][10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[2020-05-03 09:12:11,537] [    INFO] - Installing pyramidbox_lite_mobile_mask module\u001b[0m\n",
      "\u001b[32m[2020-05-03 09:12:11,830] [    INFO] - Successfully installed pyramidbox_lite_mobile_mask-1.2.0\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading pyramidbox_lite_mobile_mask\n",
      "[==================================================] 100.00%\n",
      "Uncompress /home/aistudio/.paddlehub/tmp/tmpq14iq1ha/pyramidbox_lite_mobile_mask\n",
      "[==================================================] 100.00%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[2020-05-03 09:12:11,911] [    INFO] - Installing pyramidbox_lite_mobile module\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading pyramidbox_lite_mobile\n",
      "[==================================================] 100.00%\n",
      "Uncompress /home/aistudio/.paddlehub/tmp/tmp4wu92cwx/pyramidbox_lite_mobile\n",
      "[==================================================] 100.00%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[2020-05-03 09:12:12,656] [    INFO] - Successfully installed pyramidbox_lite_mobile-1.1.2\u001b[0m\n",
      "\u001b[32m[2020-05-03 09:12:12,819] [    INFO] - 133 pretrained paramaters loaded by PaddleHub\u001b[0m\n",
      "\u001b[32m[2020-05-03 09:12:12,874] [    INFO] - 149 pretrained paramaters loaded by PaddleHub\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "src_img = cv2.imread('mask/1.jpg')\r\n",
    "module = hub.Module(name=\"pyramidbox_lite_mobile_mask\")\r\n",
    "input_dict = {\"data\": [src_img]}\r\n",
    "results = module.face_detection(data=input_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def wear_masks(image, masks, chin_l,chin_r):\r\n",
    "    chin_l = np.array(chin_l)\r\n",
    "    chin_r = np.array(chin_r)\r\n",
    "    masks_center = np.mean([chin_l, chin_r], axis=0)  # put masks's center to this center\r\n",
    "    masks_size = np.linalg.norm(chin_l - chin_r) * 2  # the width of masks mask\r\n",
    "    angle = -angle_between(chin_l, chin_r)\r\n",
    "\r\n",
    "    masks_h, masks_w = masks.shape[:2]\r\n",
    "    masks_c = (masks_w / 2, masks_h / 2)\r\n",
    "    M = cv2.getRotationMatrix2D(masks_c, angle, 1)\r\n",
    "    cos = np.abs(M[0, 0])\r\n",
    "    sin = np.abs(M[0, 1])\r\n",
    "\r\n",
    "    # compute the new bounding dimensions of the image\r\n",
    "    nW = int((masks_h * sin) + (masks_w * cos))\r\n",
    "    nH = int((masks_h * cos) + (masks_w * sin))\r\n",
    "\r\n",
    "    # adjust the rotation matrix to take into account translation\r\n",
    "    M[0, 2] += (nW / 2) - masks_c[0]\r\n",
    "    M[1, 2] += (nH / 2) - masks_c[1]\r\n",
    "\r\n",
    "    rotated_masks = cv2.warpAffine(masks, M, (nW, nH))\r\n",
    "\r\n",
    "    try:\r\n",
    "        image = overlay_transparent(image, rotated_masks, masks_center[0], masks_center[1],\r\n",
    "                                    overlay_size=(\r\n",
    "                                        int(masks_size),\r\n",
    "                                        int(rotated_masks.shape[0] * masks_size / rotated_masks.shape[1]))\r\n",
    "                                    )\r\n",
    "    except Exception as e:\r\n",
    "        print('failed overlay image')\r\n",
    "        print(e)\r\n",
    "    return image\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[2020-05-03 09:24:24,745] [    INFO] - Installing face_landmark_localization module\u001b[0m\n",
      "\u001b[32m[2020-05-03 09:24:24,794] [    INFO] - Module face_landmark_localization already installed in /home/aistudio/.paddlehub/modules/face_landmark_localization\u001b[0m\n",
      "\u001b[32m[2020-05-03 09:24:24,795] [    INFO] - Installing ultra_light_fast_generic_face_detector_1mb_640 module\u001b[0m\n",
      "\u001b[32m[2020-05-03 09:24:24,809] [    INFO] - Module ultra_light_fast_generic_face_detector_1mb_640 already installed in /home/aistudio/.paddlehub/modules/ultra_light_fast_generic_face_detector_1mb_640\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1442, 1080, 3)\n",
      "(1442, 1080, 3)\n",
      "(1442, 1080, 3)\n",
      "(1442, 1080, 3)\n",
      "(1442, 1080, 3)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2020-05-03 09:24:26,170-INFO: Animation.save using <class 'matplotlib.animation.FFMpegWriter'>\n",
      "2020-05-03 09:24:26,171-INFO: MovieWriter.run: running command: ['ffmpeg', '-f', 'rawvideo', '-vcodec', 'rawvideo', '-s', '432x288', '-pix_fmt', 'rgba', '-r', '1.0', '-loglevel', 'quiet', '-i', 'pipe:', '-vcodec', 'h264', '-pix_fmt', 'yuv420p', '-y', '/tmp/tmp_hbsn59b.m4v']\n"
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       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\r\n",
    "import matplotlib.animation as animation\r\n",
    "from IPython.display import HTML\r\n",
    "\r\n",
    "masks_lists = []\r\n",
    "fig = plt.figure()\r\n",
    "module = hub.Module(name=\"face_landmark_localization\")\r\n",
    "\r\n",
    "for path in os.listdir('mask1'):\r\n",
    "    image_file = 'test.jpg'\r\n",
    "    masks_file = 'mask1/' + path\r\n",
    "\r\n",
    "    image = cv2.imread(image_file)\r\n",
    "    print(image.shape)\r\n",
    "    masks = cv2.imread(masks_file, cv2.IMREAD_UNCHANGED)\r\n",
    "    if masks.shape[2]==3:\r\n",
    "        masks = cv2.cvtColor(masks, cv2.COLOR_BGR2BGRA)  \r\n",
    "    result = module.keypoint_detection(images=[image])\r\n",
    "    landmarks = result[0]['data'][0]\r\n",
    "    # nose=get_center_point(landmarks,27,36)\r\n",
    "    chin_l=landmarks[30]\r\n",
    "    chin_r=landmarks[67]\r\n",
    "    image = wear_masks(image, masks, chin_l, chin_r)\r\n",
    "    image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\r\n",
    "    im = plt.imshow(image, animated=True)\r\n",
    "    plt.axis('off') \r\n",
    "    masks_lists.append([im])\r\n",
    "\r\n",
    "ani = animation.ArtistAnimation(fig, masks_lists, interval=1000, blit=True, repeat_delay=1000)\r\n",
    "HTML(ani.to_html5_video())\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### 数据长度的分布？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
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